Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

All sources, flag “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-122198	ENR	Diana L Jackson	1993-10-18	UHC-98330-94	6803611932	3095 Union St, Seattle, WA, 98120	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139908	ENR	Michelle Gordon	1967-03-12	UHC-20218-54	5074035468	5834 River Rd, Minneapolis, MN, 55488	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400777	CLM	Melissa Alexander	—	UHC-11511-21	—	8745 Ocean Ave, Charlotte, NC, 28210	0.62	Name re-cased Date of birth unreadable Member ID reformatted City re-cased+3 more
ENR-101891	ENR	Kayla Sims	1987-05-14	UHC-89313-41	3276288051	7655 Washington St, Atlanta, GA, 30371	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-128649	ENR	Betty Morales	1968-05-13	UHC-75997-35	4278558517	532 Palm Dr, Sacramento, CA, 95834	0.62	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-132590	ENR	Noah P Allen	1981-06-27	UHC-20780-46	3715458593	2225 Market St, San Diego, CA, 92187	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-54057	TPA	Gabriel Richardson	2002-11-01	UHC-41025-97	7397941121	2343 Lake View Rd # 599, Dallas, TX, 75274	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-50471	TPA	Heather Ramos	1952-08-23	—	4993369586	8971 Canyon Rd, San Diego, CA, 92135	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126695	ENR	Sandra Jackson	1964-01-25	UHC-78773-38	6288326945	2200 Hillcrest Rd, Denver, CO, 80269	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-419138	CLM	Angela Murray	2004-11-25	UHC-17948-28	9422472957	53 Elm St, Nashville, TN, 37215	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
PRV-27118	PRV	Danielle Herrera	1948-03-21	UHC-14995-82	4577387148	3140 Lincoln Way, Denver, CO, 80238	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-138216	ENR	Tyler N Marquez	1963-12-15	UHC-77037-17	6419702382	4941 River Rd, Columbus, OH, 43287	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-138217	ENR	Tyler N Marquez	1963-12-15	UHC-77037-17	6419702382	4941 River Rd, Columbus, OH, 43287	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-422782	CLM	Judy S Wang	1985-04-05	UHC-93720-28	—	6688 Washington St, Houston, TX, 77095	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
PRV-29134	PRV	Joshua Gonzales	2001-03-06	—	4668332251	4712 Sunset Blvd, Phoenix, AZ, 85052	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137854	ENR	Charles Fields	1974-01-11	UHC-66165-35	2042611547	8642 Valley View Dr, Glendale, AZ, 85394	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124476	ENR	Camila Shaw	1945-10-10	UHC-48277-33	3027155032	7398 Main St, Tucson, AZ, 85777	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142409	ENR	Brandon K Jimenez	2006-08-06	UHC-22137-50	6559486590	7370 Palm Dr, Tempe, AZ, 85220	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27179	PRV	Billy M Burns	1994-09-28	UHC-06095-01	6327330132	1909 River Rd, Columbus, OH, 43251	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55867	TPA	Emma Mendez	1954-05-08	UHC-16028-30	2403833741	5770 Indian School Rd, Eden Prairie, MN, 55348	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124606	ENR	Ashley F Davis	1939-01-14	UHC-48670-60	7038992279	1452 Church St, Orlando, FL, 32877	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-109415	ENR	Jeffrey Green	1988-05-13	UHC-23901-54	5662782770	4405 Camelback Rd, Orlando, FL, 32885	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400611	CLM	Samuel Hoffman	1995-05-28	UHC-48552-81	5705267242	8568 Elm St, Las Vegas, NV, 89159	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55290	TPA	Brittany Diaz	1974-03-08	—	3276912675	4481 Ocean Ave, San Antonio, TX, 78234	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
CLM-427048	CLM	Beverly Andrews	1967-12-18	—	—	2649 Canyon Rd, Nashville, TN, 37299	0.62	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
ENR-116052	ENR	Ahmed Vega	1986-04-15	UHC-31586-14	—	5337 Palm Dr, Jacksonville, FL, 32217	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-136879	ENR	Joseph Murray	1968-12-08	UHC-30365-32	7858637017	6592 Park Pl, Phoenix, AZ, 85023	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
TPA-52049	TPA	Ashley Gordon	1983-11-11	—	5797996732	3599 Park Pl, Glendale, AZ, 85364	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-130613	ENR	Sam F Washington	1995-02-23	UHC-17963-87	—	4213 Cedar Ln, Glendale, AZ, 85331	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-110382	ENR	Jennifer A Moore	1994-12-06	UHC-97321-05	4163901772	3483 Church St, San Diego, CA, 92152	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102209	ENR	William N Stevens	1945-01-06	UHC-98045-07	7155647102	6848 Forest Ave, Denver, CO, 80231	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430966	CLM	Diana Richards	1941-10-18	UHC-14537-49	4837953026	2214 Camelback Rd, Dallas, TX, 75231	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431075	CLM	Brenda Carpenter	1993-02-15	—	—	7814 Willow Ct, Columbus, OH, 43217	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414191	CLM	Amber Ross	1973-10-05	—	4216368675	9468 Pine Dr, Las Vegas, NV, 89178	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-137066	ENR	Catheirne T Taylor	1942-11-26	UHC-40952-61	9615333401	7794 Park Pl, Las Vegas, NV, 89146	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414282	CLM	Rebecca Carpenter	1995-11-21	UHC-36683-87	—	5423 Camelback Rd, Tampa, FL, 33655	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-57716	TPA	Kathleen Morgan	1994-04-23	UHC-44662-69	—	5250 Spring St, Fresno, CA, 93754	0.62	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+3 more
ENR-117514	ENR	Joshua Y Hawkins	1942-02-02	UHC-04131-49	3495662578	4435 Union St, San Antonio, TX, 78204	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142966	ENR	Andrew Obrien	2006-06-17	UHC-28831-78	4375354610	5723 Park Pl, Jacksonville, FL, 32283	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21347	PRV	Mason Bowman	1979-01-19	—	4143894502	1815 Sunset Blvd, Atlanta, GA, 30348	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413701	CLM	Vincent Ruiz	1975-11-21	—	2148579912	4505 Indian School Rd, Plano, TX, 75029	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-112444	ENR	Kevin Fuller	1990-03-20	UHC-80082-47	7186995415	8731 Canyon Rd, Dallas, TX, 75245	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111240	ENR	Gabbriel Q Vazquez	1954-02-21	UHC-21481-63	4397280630	529 Baseline Rd, Austin, TX, 78780	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-141896	ENR	Susan Z Garrett	1948-01-05	UHC-11324-17	—	1285 Oak St, Scottsdale, AZ, 85297	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-124949	ENR	Danielle Wheeler	1997-09-09	UHC-34384-77	—	3755 Church St, Houston, TX, 77002	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-24041	PRV	Fatima James	1988-09-04	—	2188143101	5401 Market St, Fresno, CA, 93774	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412531	CLM	Karen E Wagner	1995-02-07	—	—	3199 Market St, Nashville, TN, 37213	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-21201	PRV	Julie M Garza	1973-01-15	—	7675696487	6575 Meadow Ln, Seattle, WA, 98191	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120222	ENR	Beverly Little	1945-10-25	UHC-75057-46	8247357362	6663 Mountain View Dr, Fresno, CA, 93769	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415267	CLM	Albert Richards	1994-01-03	—	3465088391	3265 Church St, Chandler, AZ, 85246	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

9,084 rows, page 84 of 182Previous Next